### # Pretrain on all data with all losses ### # Experiment general info name: "FinalOVPretrain" rng_seed: 42 num_gpu: 1 mode: "pretrain" note: "" num_views: 32 # Choose keywords to feature your saving directory naming_keywords: ["dataloader.batchsize", "task", "note", "time"] base_dir: "results" exp_dir: "" save_frequency: 10 resume: False debug: flag: False debug_size: 20 hard_debug: False logger: name: "wandb" entity: "yem" project: "3DReason" # dataset details data: note: "all" # warmup: ['ScanNetSpatialRefer'] # pretrain: ['RScanSpatialRefer', 'ARKitSceneSpatialRefer'] pretrain: ['ScanNetSpatialRefer'] args: use_scene_cap: True max_scene_cap_len: 600 ScanNetSpatialRefer: pretrain: sources: ['scannet_view_cap', 'ssg_ref_total_by_view_full'] # sgcaption: # anno_type: ['gpt', 'template'] lsunSpatialRefer: warmup: sources: ['lsun_view_cap'] RScanSpatialRefer: pretrain: sources: ['3rscan_view_cap'] ARKitSceneSpatialRefer: pretrain: sources: ['arkitscenes_view_cap'] scan_family_base: "../PointMapVerse/existing_datasets/ScanNet" lsun_base: "../PointMapVerse/existing_datasets/lsun" rscan_base: "../PointMapVerse/existing_datasets/3RScan" arkitscene_base: '../PointMapVerse/existing_datasets/Arkitscenes' # task details: 'Pretrain', 'scanqa', 'spatialrefer' task: 'Pretrain' data_wrapper: pretrain: 'SceneDatasetWrapper' # Training details trainer: "OpenVocabTrainer" ckpt_path: "" pretrain_ckpt_path: "" dataloader: batchsize: 16 num_workers: 2 balance_dataset: False filter_empty_annotations: False solver: gradient_accumulation_steps: 1 epochs_per_save: 5 epochs_per_eval: 5 lr: 1e-4 grad_norm: 5.0 warmup_epochs: 300 epochs: 20 optim: name: 'AdamW' args: betas: [0.9, 0.98] weight_decay: 0.05 sched: name: 'warmup_cosine' args: warmup_steps: 500 minimum_ratio: 0.1 eval: train: name: 'PretrainEval' val: name: 'ScanReferEval' save: False # Model details model: name: OpenVocab vision: name: 'fg-clip-base' lr: 1e-4 heads: head_list: [] pretrain_head: name: 'OVPretrainHead' args: hidden_size: 768 vocab_size: 30522 loss_type: 'ListLoss' loss_list: [ 'SceneViewPM_loss' ] vis_loss_list: [ 'SceneViewPM_loss' ]